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Cohort analysis

As explained in Effective Data Analysis

A cohort study design follows a defined group of individuals sharing specified characteristics to observe outcomes or changes.

Cohort analysis groups participants by meaningful shared characteristics and tracks a selected measure over time. Cohorts may reflect changing characteristics, such as age or subscription year, or static characteristics, such as school attended or subscription tier. section 3.2.4

Use cohort analysis to:

  • Combine within-subjects and between-subjects comparisons to reveal trends that a simple before-and-after comparison could miss. section 3.2.4
  • Compare mutually exclusive groups without random assignment, identifying measurable differences in their trends over time. section 3.2.4
  • Distinguish cohort comparisons from experiments: observed differences in trends do not by themselves isolate an independent variable as the cause. section 3.2.4 section 3.4

Tracking age cohorts

Measure blood pressure weekly for twelve weeks across three age cohorts. The repeated observations show how each cohort changes and whether their trends differ. section 3.2.4

Figure 3.12 Cohort comparisons evaluate meaningful cohort groups over time.
figure

Use the figure to distinguish cohort comparisons from other comparison designs and to see the role of tracking groups over time. section 3.2.4

How Effective Data Analysis covers it

How deep it goes
Combines repeated measures and group comparisons, but stops short of random assignment and definitive causal isolation.
Examples
Uses age groups, subscription years or tiers, and weekly blood-pressure measurements across twelve weeks.
What you can do after
Evaluate whether mutually exclusive cohorts show different measurable trends over an extended period.
How it connects
Connects longitudinal studies with within-subjects comparisons, between-subjects comparisons, experiments, and program evaluation.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Effective Data Analysis. The section links point to the parts of the book it draws on.